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Confidential computing safeguards sensitive computations from untrusted clouds, with Confidential Virtual Machines (CVMs) providing a secure environment for guest OS. However, CVMs often come with large and vulnerable operating system…

Cryptography and Security · Computer Science 2024-07-19 Benshan Mei , Saisai Xia , Wenhao Wang , Dongdai Lin

Modern enterprises increasingly take advantage of cloud infrastructures. Yet, outsourcing code and data into the cloud requires enterprises to trust cloud providers not to meddle with their data. To reduce the level of trust towards cloud…

Cryptography and Security · Computer Science 2021-05-31 Mathias Morbitzer , Sergej Proskurin , Martin Radev , Marko Dorfhuber , Erick Quintanar Salas

Arm Confidential Computing Architecture (CCA) currently isolates at the granularity of an entire Confidential Virtual Machine (CVM), leaving intra-VM bugs such as Heartbleed unmitigated. The state-of-the-art narrows this to the process…

Cryptography and Security · Computer Science 2025-06-10 Shiqi Liu , Yongpeng Gao , Mingyang Zhang , Jie Wang

Confidential Virtual Machines (CVMs) provide isolation guarantees for data in use, but their threat model does not include physical level protection and side-channel attacks. Therefore, current deployments rely on trusted cloud providers to…

Cryptography and Security · Computer Science 2025-06-19 Filip Rezabek , Jonathan Passerat-Palmbach , Moe Mahhouk , Frieder Erdmann , Andrew Miller

The use of trusted hardware has become a promising solution to enable privacy-preserving machine learning. In particular, users can upload their private data and models to a hardware-enforced trusted execution environment (e.g. an enclave…

Hardware Architecture · Computer Science 2020-11-13 Peichen Xie , Xuanle Ren , Guangyu Sun

Integrity is critical for maintaining system security, as it ensures that only genuine software is loaded onto a machine. Although confidential virtual machines (CVMs) function within isolated environments separate from the host, it is…

Cryptography and Security · Computer Science 2024-10-25 Wenhao Wang , Linke Song , Benshan Mei , Shuang Liu , Shijun Zhao , Shoumeng Yan , XiaoFeng Wang , Dan Meng , Rui Hou

Many Internet-of-Things (IoT) devices rely on cloud computation resources to perform machine learning inferences. This is expensive and may raise privacy concerns for users. Consumers of these devices often have hardware such as gaming…

Cryptography and Security · Computer Science 2025-04-01 Han Zhang , Zifan Wang , Mihir Dhamankar , Matt Fredrikson , Yuvraj Agarwal

This paper proposes a decentralized, blockchain-based system for the publication of Common Vulnerabilities and Exposures (CVEs), aiming to mitigate the limitations of the current centralized model primarily overseen by MITRE. The proposed…

Cryptography and Security · Computer Science 2025-05-02 Novruz Amirov , Kemal Bicakci

Recent trend towards cloud computing paradigm, smart devices and 4G wireless technologies has enabled seamless data sharing among users. Cloud computing environment is distributed and untrusted, hence data owners have to encrypt their data…

Cryptography and Security · Computer Science 2016-02-04 Yogachandran Rahulamathavan

Today's mainstream virtualization systems comprise of two cooperative components: a kernel-resident driver that accesses virtualization hardware and a user-level helper process that provides VM management and I/O virtualization. However,…

Operating Systems · Computer Science 2022-01-25 Jiahao Chen , Dingji Li , Zeyu Mi , Yuxuan Liu , Binyu Zang , Haibing Guan , Haibo Chen

Demand for data-intensive workloads and confidential computing are the prominent research directions shaping the future of cloud computing. Computer architectures are evolving to accommodate the computing of large data better. Protecting…

Cryptography and Security · Computer Science 2023-04-11 Kha Dinh Duy , Hojoon Lee

The trend towards delegating data processing to a remote party raises major concerns related to privacy violations for both end-users and service providers. These concerns have attracted the attention of the research community, and several…

Cryptography and Security · Computer Science 2015-12-15 Youssef Gahi , Mouhcine Guennoun , Zouhair Guennoun , Khalil El-khatib

A privacy-preserving support vector machine (SVM) computing scheme is proposed in this paper. Cloud computing has been spreading in many fields. However, the cloud computing has some serious issues for end users, such as the unauthorized…

Cryptography and Security · Computer Science 2020-01-08 Takahiro Maekawa , Ayana Kawamura , Takayuki Nakachi , Hitoshi Kiya

Running LLMs on end devices has garnered significant attention recently due to their advantages in privacy preservation. With the advent of lightweight LLM models and specially designed GPUs, on-device LLM inference has achieved the…

Cryptography and Security · Computer Science 2024-09-09 Huan Yang , Deyu Zhang , Yudong Zhao , Yuanchun Li , Yunxin Liu

Although serverless computing offers compelling cost and deployment simplicity advantages, a significant challenge remains in securely managing sensitive data as it flows through the network of ephemeral function executions in serverless…

Cryptography and Security · Computer Science 2025-08-14 Patrick Sabanic , Masanori Misono , Teofil Bodea , Julian Pritzi , Michael Hackl , Dimitrios Stavrakakis , Pramod Bhatotia

Research on data confidentiality, integrity and availability is gaining momentum in the ICT community, due to the intrinsically insecure nature of the Internet. While many distributed systems and services are now based on secure…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-17 Antonio Magnani , Gabriele D'Angelo , Stefano Ferretti , Moreno Marzolla

End users face a choice between privacy and efficiency in current Large Language Model (LLM) service paradigms. In cloud-based paradigms, users are forced to compromise data locality for generation quality and processing speed. Conversely,…

Artificial Intelligence · Computer Science 2023-11-27 Yiming Wang , Yu Lin , Xiaodong Zeng , Guannan Zhang

A privacy-preserving Support Vector Machine (SVM) computing scheme is proposed in this paper. Cloud computing has been spreading in many fields. However, the cloud computing has some serious issues for end users, such as unauthorized use…

Cryptography and Security · Computer Science 2018-09-20 Takahiro Maekawa , Takayuki Nakachi , Sayaka Shiota , Hitoshi Kiya

This paper outlines the design of `Quest-V', which is implemented as a collection of separate kernels operating together as a distributed system on a chip. Quest-V uses virtualization techniques to isolate kernels and prevent local faults…

Operating Systems · Computer Science 2011-12-22 Ye Li , Matthew Danish , Richard West

Virtualization promises significant benefits in security, efficiency, dependability, and cost. Achieving these benefits depends upon the reliability of the underlying virtual machine monitors (hypervisors). This paper describes an ongoing…

Logic in Computer Science · Computer Science 2011-10-24 Mike Dahlin , Ryan Johnson , Robert Bellarmine Krug , Michael McCoyd , William Young